{"id":"W2552610763","doi":"10.1111/epi.13607","title":"Structured clinical documentation in the electronic medical record to improve quality and to support practice‐based research in epilepsy","year":2016,"lang":"en","type":"article","venue":"Epilepsia","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Agency for Healthcare Research and Quality; NorthShore University HealthSystem","keywords":"Documentation; Epilepsy; Medical record; Medicine; Electronic medical record; Quality (philosophy); Clinical Practice; Clinical neurology; Psychology; Medical emergency; Medical education; Family medicine; Computer science; Psychiatry; Neuroscience; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.268638,0.00111877,0.001542595,0.01117842,0.002010571,0.008140903,0.004086789,0.00179815,0.006571054],"category_scores_gemma":[0.5663649,0.001393199,0.001820104,0.01312778,0.002070688,0.009843236,0.00766897,0.002920059,0.003136216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004001057,"about_ca_system_score_gemma":0.02747158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00332424,"about_ca_topic_score_gemma":0.005151261,"domain_scores_codex":[0.6512471,0.2482389,0.06908809,0.008100836,0.02157063,0.001754466],"domain_scores_gemma":[0.245543,0.3797276,0.1281147,0.1682072,0.07294988,0.005457753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009167893,0.0008450114,0.05534466,0.007488613,0.0005480161,0.000282473,0.00881558,0.002801459,0.002159325,0.01303275,0.07704975,0.8307157],"study_design_scores_gemma":[0.005205524,0.004706963,0.1831969,0.05391118,0.001451588,0.001939175,0.01662639,0.03013925,0.02632974,0.06479282,0.6101473,0.001553173],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09471067,0.01183034,0.6693837,0.09249288,0.005268402,0.03784868,0.03004646,0.0182435,0.04017541],"genre_scores_gemma":[0.1185714,0.002929996,0.851658,0.005593609,0.001283738,0.0100925,0.006983045,0.0007022434,0.002185386],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.268638,"threshold_uncertainty_score":0.9018995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3015370846906639,"score_gpt":0.6261930012114929,"score_spread":0.324655916520829,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}